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Florian Wilhelm

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Unlocking the Power of Integer Programming: Beginner’s Guide to Conference Schedulingcode.talks 20232023-09-14
Integer (0/1) linear programming is used to assign roughly 120 talks into 7 rooms over 3 days by encoding hard constraints (one assignment per talk…
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Forget about AI and do mathematical modeling instead!code.talks 20222022-09-15
Argues that much AI is a hype bubble and gives concrete counterexamples: over 2,000 COVID projects deliver little value, recommender teams spend millions yet…
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Honey, I shrunk the target variable! Common pitfalls when transforming the targe...PyCon DE & PyData Berlin 20222022-04-11
Claims that transforming the target (log) changes what the model actually minimizes and shows the math: minimizing RMSE on log targets yields the median when…
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Are You Sure about That?! Uncertainty Quantification in AIBig Data Conference Europe 20192019-11-26
Evaluates Gaussian processes, deep ensembles, Monte Carlo dropout and quantile regression on a noisy 0–10 regression with σ=0.5 using two‑layer NNs (20 units)…
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How mobile.de brings Data Science to Production...PyData Berlin 20182018-07-06
Personalization at mobile.de uses Hadoop/HDFS, PySpark and TensorFlow to build production systems: a logistic‑regression buyer‑intent model reaches 70%…
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“Which car fits my life?” - mobile.de’s approach to recommendationsPyData Berlin 20172017-06-23
mobile.de runs a hybrid recommender that combines collaborative matrix factorization with content vectors to handle a rapidly changing 1.6 million-item…
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the idea behind Automatic Relevance Determination and Bayesian InterpolationPyData Amsterdam 20162016-03-12
Explains the actual claim that Automatic Relevance Determination recovers sparse weights by placing independent precisions on each coefficient and selecting…
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"It's about time to take your medication!" or how to write a friendly reminder bot ;-)EuroPython 20152015-07-20
A working chatbot that reminds someone to take long‑acting insulin and waits for confirmation, resends up to three times and then gives up is built and shown…
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